{"id":"W2808241411","doi":"10.61611/2165-4611.1113","title":"Book Review: Planning for rural resilience: Coping with climate change and energy futures","year":2016,"lang":"en","type":"article","venue":"Contemporary Rural Social Work Journal","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures contract; Coping (psychology); Climate change; Sociology; Resilience (materials science); Psychology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004497538,0.0002013306,0.000330125,0.00001368268,0.001523554,0.0001115314,0.000194714,0.00009323427,0.0001505752],"category_scores_gemma":[0.00004203233,0.00006250288,0.0001151761,0.0002269435,0.0001479075,0.0006389252,0.00005341678,0.0001225423,0.000001421698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005680026,"about_ca_system_score_gemma":0.00002867863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001218705,"about_ca_topic_score_gemma":0.000007332436,"domain_scores_codex":[0.9986647,0.0001266418,0.0003446795,0.000180898,0.0002284925,0.0004545802],"domain_scores_gemma":[0.999242,0.0001728362,0.0002500371,0.00003088091,0.0001458368,0.0001584011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006594514,0.00002325695,0.05029763,0.00008674538,0.00003449852,0.00002665707,0.0004242626,3.136561e-8,0.001482844,0.0003187876,0.7021323,0.2445135],"study_design_scores_gemma":[0.000706747,0.0003765691,0.2212474,0.00187627,0.00001932947,0.0000408044,0.001900978,5.185244e-7,0.0000682077,0.0006443994,0.7726843,0.0004343853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4179468,0.346598,0.00003991451,0.233448,0.0004791074,0.0007576945,0.00003677234,0.0001183681,0.0005753242],"genre_scores_gemma":[0.9632725,0.0176521,0.00004830513,0.01428964,0.001812478,0.0001079081,0.00002850641,0.000004375643,0.002784144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5453258,"threshold_uncertainty_score":0.9997763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02765188670937562,"score_gpt":0.2522574367657004,"score_spread":0.2246055500563248,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}